{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4fbc881a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from BiasAnalysis import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d1116b30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 构造模拟 bias 图像：均值 1000，加上渐变和噪声\n",
    "np.random.seed(42)\n",
    "simulated_bias = np.ones((6144, 6160)) * 1000\n",
    "gradient = np.linspace(0, 2, 6144).reshape(-1, 1)\n",
    "simulated_bias += gradient\n",
    "simulated_bias += np.random.normal(0, 0.5, size=(6144, 6160))  # 小噪声\n",
    "\n",
    "# 使用类进行分析\n",
    "analyzer = BiasImageAnalyzer(simulated_bias, grid_size=(16, 16))\n",
    "analyzer.compute_mean_std_maps()\n",
    "analyzer.plot_mean_map(\"Simulated Bias Mean Map\")\n",
    "analyzer.plot_std_map(\"Simulated Bias Std Dev Map\")\n",
    "analyzer.plot_profile()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e3e61396",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from astropy.io import fits\n",
    "data = fits.getdata(\"/mnt/7b21f1e1-eb25-4cd5-bdb5-06d7d82fa253/Temp/force_photmetry/images/biasdark/mb_sf_tflat_u_20250612221342_031.fits\")\n",
    "\n",
    "analyzer = BiasImageAnalyzer(data)\n",
    "analyzer.compute_mean_std_maps()\n",
    "analyzer.plot_mean_map()\n",
    "analyzer.plot_std_map()\n",
    "analyzer.plot_profile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6da16afc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = fits.getdata(\"/mnt/7b21f1e1-eb25-4cd5-bdb5-06d7d82fa253/Temp/force_photmetry/images/biasdark/mb_dk_tdark_c_20250711121109_034.fits\")\n",
    "\n",
    "analyzer = BiasImageAnalyzer(data)\n",
    "analyzer.compute_mean_std_maps()\n",
    "analyzer.plot_mean_map()\n",
    "analyzer.plot_std_map()\n",
    "analyzer.plot_profile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "de32654f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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49kly0Yxl9cwXq+q7wB8D1wHrgbuq6mxgv6pa3+6zHti3qwJas5Yk9dPi3bp1a1UdtbUX22vRxwOPAO4EPpXkpYtx4kGZrCVJ/TWc3uDPAK6uqlsAknwG+FngpiT7V9X6JPsDN3dVAJvBJUma33XAE5OsSjNW9jHAlcCZwIntPicCn+uqANasJUm9NYwOZlV1YZIzgEtopne+lGYK592A05O8kiahv6CrMpisJUn9NMThRqvqHTQTUs30fZpadudM1pKk/urhXYo7wmvWkiSNOWvWkqR+qnI+a0mSxp7N4JIkaRxYs5Yk9ddktIKbrCVJPVV4zVqSpLHnNWtJkjQOrFlLknqrj1O37wiTtSSpnwqbwSVJ0niwZi1J6qXCZnBJksabzeCSJGlcWLOWJPVWTcaYKP1I1gHSWSNAN3E3fvDFncQF2Ok3PtZZ7KS7xpaqjZ3EfeOVf9BJXIDly3frLPbEtN8NqsOLjytW7NlZ7E2b7uwkbnX453mabv4vjmLsT69ZS5I0zrxmLUmSxoU1a0lSb9kMLknSmJuUDmY2g0uSNOasWUuS+qmA6Yy6FENhspYk9dIkDTfaWTN4kg8nuTnJFTO27Z3knCTfbh/36ur8kqSlLlQtfOmDLq9ZfxQ4dta2k4Bzq+pQ4Nx2XZIkzaOzZF1VFwC3z9p8PLC2fb4WeF5X55ckLXHVNIMvdOmDYV+z3q+q1gNU1fok+25txySrgdXNmp3WJUlb6kuyXaix7WBWVWuANQDLstOE3EknSdKWhp2sb0qyf1ur3h+4ecjnlyQtEQW96SC2UMNuXz4TOLF9fiLwuSGfX5K0VBTUdBa89EGXt26dBnwBOCzJuiSvBE4Bnpnk28Az23VJkjSPzprBq+qErbx0TFfnlCRNlkkZG3xsO5hJkrQtk3LN2mQtSeqtvlxzXihvYJYkacxZs5Yk9VKV16wlSRpz/ZmIY6FM1pIkzSPJYcAnZ2x6JPB24GPt9kOAa4AXVtUdW4nxUOA32n1/kHur6hWDlMFknW4u2z/oVWd2EhdgWXbuLPZ0bewsdtLNr1vR3eDAU9P3dRZbw7Np6u7ugnf0N0SDmR5CB7Oq+iZwJECS5cB3gc/yw5kkT0lyUrv+5q2E+Rzwr8A/AVPbWwaTtSSpn0ZzzfoY4D+r6tokxwNPbbevBc5n68l6VVVt7bVt8iuhJGnS7ZPkohnL6nn2fRFwWvv8R2aSBLY6kyRwVpJn72gBrVlLknppESfyuLWqjtrWTkl2Bo4DTt6Bc7wOeEuSjcAD7baqqj0GOdhkLUnqrSH3Bn8WcElV3dSuDzyTZFXtvpATm6wlSb01PdxkfQI/bAKHH84keQoDzCSZ5Djg6Hb1/Ko6a9ATe81akqRtSLKKZrbIz8zYPPBMkklOoWkK/3q7vK7dNhBr1pKkfqrhzUddVfcBD5m17TYGn0ny2cCRVTUNkGQtcCnN7V7bZLKWJPVS08Fs1KXYLnsCt7fPH7w9B5qsJUnq3h8Alyb5ZyA0164H7lVuspYk9daQO5jtsKo6Lcn5wONpkvWbq+rGQY83WUuSemvcJ/JI8uiq+kaSx7Wb1rWPByQ5oKouGSSOyVqS1EtFL2rW/wtYDfzJHK8V8PRBgpisJUnqSFVtHrr0WVW1YeZrSVYOGsf7rCVJ/VRNM/hClyH5jwG3zcmatSSpt7qbIHdxJHkYcCCwa5LH0nQuA9gDWDVoHJO1JEnd+UXg5cBBwJ/O2H4P8JZBg5isJUk9NdRm7B1SVWuBtUl+uao+vaNxTNaSpF7qSW9wAKrq00meA/wUsHLG9t8d5Hg7mEmS1LEkHwB+FXgtzXXrFwAPH/R4k7Ukqbd61Bv8Z6vqZcAdVfUu4EnAwYMebDO4JKm3pvszkcf97eN9SQ4AbgMeMejBJuvqpuP/pqn7OokLMF0bO4v9qAcf21ns79z59x1F7vDmjY5+PwBIhw1bHcV+wh6v7CQuwJfu+mBnsfupy5uSlkajatX4Dzc6w1lJ9gT+CLiE5pL7hwY92GQtSVLHqur/aZ9+OslZwMqqumvQ403WkqTemma8a9ZJnl5V5yX5pTleo6o+M0gck7Ukqbdq/K9ZPwU4D/hvc7xWgMlakqRRqqp3tE9/vaqmdjSOyVqS1EtFejMoCnB1ks8DnwTOq9q+NoGl0SVQkjSRpsmClyE5DPgn4NU0ifsvkvzcoAebrCVJvdXcvrWwZTjlrPur6vSq+iXgsTSzbv3LoMebrCVJGoIkT0ny/9LcZ70SeOGgx271mnWSParq7kUo31yxXw/8Ok1PuMuBX6uqDV2cS5K0NPVpIo8kVwNfAU4H3lhV39ue4+erWV+a5EULKNuckhwI/BZwVFUdDiwHFv08kqSlr8iClyE5oqqeX1WnbW+ihvmT9dOBX01yTpL/suPlm9MKYNckK4BVwA2LHF+SpHHysCTnJrkCIMljkrxt0IO32gxeVdcCz09yLPDvSb7MjMFqq+q4HSltVX03yR8D19EMbH52VZ09e78kq4HVzZqX1iVJs1SvJvL4IPBG4C8BquqyJJ8A/s8gB897n3WSw4A3Af8KvI9FGFk+yV7A8TSzjdwJfCrJS6vq1Jn7VdUaYA3AsuzUnx+HJGko+nTNGlhVVV9KfqS8mwY9eL4OZqcAxwFvqKp/2PHybeEZwNVVdUt7ns8APwucOu9RkiT1161JHkXzHYMkvwKsH/Tg+WrWU8DjOuilfR3wxCSraJrBjwEuWuRzSJKWvKF2EFuoV9O0Fj86yXeBq4GXDHrwfNes37rwss0Z98IkZ9DcZ7YJuJS2uVuSpO3Rl2vWVXUV8IwkDwKWVdU923P8SMYGbwc2f8c2d5QkaR59qFm3/b9WA49uN12ZZE1VfWvQGHazliSpI0meBJwP3EPTivxB4HvA+UmeOGic+TqYPW6+A6vqkkFPIknSYmt6g4+6FNv0duCEqjp/xra/SXIeTQvzswYJMl8z+J+0jyuBo4CvAgEeA1wIDDxbiCRJXejBrVuPmpWoAaiqf0kycH+trTaDV9XTquppwLU0vcKPqqqfppkt5Ds7UGBJkibNfB3JBh52dJAOZo+uqss3r1TVFUmOHPQEkiR1ZfxbwTk4yZ/PsT3AgYMGGSRZX5nkQzSDlhTwUuDKQU+wGIpiujZ2E7sWPCjb0K1Yvltnsa+6+586i71ql/07ifvA1HaPiT+wjQ/c1lnsdNi/s+r7ncS98K4PdBK30WF/15rqLvbCB3acU1jeSVyAGnzgrO2OPExVvWgGf+M8rw08xsggyfrXgFcBr2vXLwDeP+gJJEnquyR7Ah8CDqf5VvIK4JvAJ4FDgGuAF1bVHTOPq6q1i3H+bX6VraoNVfVn7dRez2+fO/e0JGnkphdhGdB7gM9X1aOBI2hamE8Czq2qQ4Fz2/VOzHfr1ulV9cIklzNH20ZVPaarQkmSNIgaQjN4kj2Ao4GXN+esjcDGJMcDT213W0tzP/WbuyjDfM3gm5u9n9vFiSVJWohi0XoM7JNk5vXjNe3Mj5s9ErgF+EiSI4CLaXLkflW1HqCq1ifZd3GKs6X5xgZfn2Q58FdV9YyuCiBJ0ojdWlVHzfP6CuBxwGvb+S3ew4BN3kneyzw976rqtwaJM+8166qaAu5L8uBBgkmSNEzTtfBlAOuAdVV1Ybt+Bk3yvinJ/gDt481zHHsRTU18ZXvMt9vlSJrZLQcySG/wDcDlSc5hxg3cg34bkCSpG8OZIrOqbkxyfZLDquqbNFM7f71dTgROaR8/N8exawGSvBx4WlU90K5/ADh70DIMkqz/rl0kSZpUrwU+nmRn4Cqa25qXAacneSVwHfCCeY4/ANgduL1d363dNpBtJuvFukdMkqTFNMyJPKrqKzTzZMx2zIAhTgEuTfLP7fpTgHcOev75bt06Hjioqt7Xrl8IPLR9+U1VdcagJ5EkqQs9mc96Gc0AKj/TLgAnVdWNg8aYr2b9JuBFM9Z3AR4PPAj4CM0FdkmSRqYHU2RSVdNJ/qSqnsQc17UHMV9v8J2r6voZ6/9WVbdV1XU0CVuSJA3m7CS/nGSHmgLmq1nvNXOlql4zY/WhSJI0QjX4rVfj4H/RVHQ3JdlAM+tWVdUegxw8X836wiS/MXtjkv8BfGlHSipJ0mKq9vathSxDKWfV7lW1rKp2rqo92vWBEjXMX7N+PfA3SV4MXNJu+2maa9fP2+ESS5I0gZLsBRxKM0AKAFV1wSDHzjfc6M3AzyZ5OvBT7ea/q6rzFlBWSZIWTV+awZP8Os144gcBXwGeCHwBePogxw9yn/V5gAlakjRWFnEij2F4Hc0dVV+sqqcleTTwrkEP3uZ81pIkacE2VNUGgCS7VNU3gMMGPXiQ4UYlSRpLw5jPepGsS7In8DfAOUnuAG4Y9GCTtSSpl/rUDF5Vz2+fvrMdcvTBwOcHPd5kLUnqrXHvYJZk7zk2X94+7sYPJ/aYl8lakqTuXEzTCBDgx4A72ud70szU9YhBgvQkWYekq6Ju6iRqVTdxAR7YdGdnsanuGpWmlu/WSdyND9zSSdyuVX2/s9i77nJgJ3F32WnPTuIC3HnvFZ3FXr584LEnttvU1Pc6iVt0V2VMh//Ph23MK9ZU1SPgB/NXn1lVf9+uPwt4xqBx7A0uSeqlZorMLHgZksdvTtQAVfUPNNNkDqQnNWtJknrt1iRvA06l+Z7xUuC2QQ+2Zi1J6q1ahGVITqCZBOuzNLdv7dtuG4g1a0lSP/Vo1q2qup1mFLMdYrKWJPVSn+6zTvLjwO8AhzAj91bV4owNLkmSFuxTwAeADwFT23uwyVqS1FvVk2ZwYFNVvX9HDx5JB7MkeyY5I8k3klyZ5EmjKIckqc/C9CIsQ/K3SX4zyf5J9t68DHrwqGrW7wE+X1W/kmRnYNWIyiFJ0jCc2D6+cca2Ah45yMFDT9ZJ9gCOBl4OUFUbgY3DLockqf/60gy+eSSzHTWKmvUjgVuAjyQ5gmbc1NdV1Y+M2ZdkNbC6WfN2cEnSj+pTb3CAJIcDPwms3Lytqj42yLGjyIIrgMcB76+qxwLfA06avVNVramqo6rqKJO1JKnPkrwDeG+7PA34Q+C4QY8fRRZcB6yrqgvb9TNokrckSdtluha+DMmvAMcAN1bVrwFHALsMevDQk3VV3Qhcn+SwdtMxwNeHXQ5JUv/1aLjR+6tqGtjU9t26mQE7l8HoeoO/Fvh42xP8KuDXRlQOSVJPNbNujboUA7soyZ7AB2n6at0LfGnQg0eSrKvqK8BRozi3JEnDVlW/2T79QJLPA3tU1WWDHm/PLUlSP1Vz69ZCl2FIcu4Pil11TVVdNnPbtjjcqCSpt8b91q0kK2kG/tonyV7wgyHT9gAOGDSOyVqSpO78D+C3aRLzxfwwWd8NvG/QICZrSVIv9aGDWVW9B3hPktdW1Xt3NI7XrCVJvTXut24leXySh21O1EleluRzSf58eybyMFlLktSdv6Sd/yLJ0cApwMeAu4A1gwbpSTN4UbWpm8gdxe1Uddelojr8njndx8+6pzZsvLmjuLd2ErdrU1P3dBjdOs8ojXszOLC8qm5vn/8qsKaqPg18OslXBg3ib5kkqZeaZuwseOnY8iSbK8bHAOfNeG3gCnNPataSJG1pWDXrJNcA9wBTwKaqOqq95vxJ4BDgGuCFVXXHrENPA/4lya3A/cC/tvH+C01T+ECsWUuSNJinVdWRzWyQQDNj5LlVdShwLnPPIPl7wBuAjwI/V/WDYViW0Qy9PRBr1pKk3hrxNevjgae2z9cC5wNvnr1TVX1xjm3f2p4TWbOWJPXSYty21eb6fZJcNGNZvZXTnZ3k4hmv71dV6wHax307eJuANWtJkm6d0bS9NU+uqhuS7Auck+QbwyjYZiZrSVI/1fCawavqhvbx5iSfBZ4A3JRk/6pan2R/mjmqO2EzuCSpt2oR/m1Lkgcl2X3zc+AXgCuAM4ET291OBD7X0du0Zi1J6qchjg2+H/DZJNDkzU9U1eeTfBk4PckrgeuAF3RVAJO1JEnzqKqrgCPm2H4bzUAnnTNZS5J6a/xHG10cJmtJUm/1YGzwRWEHM0mSxpw1a0lSb9WE1KxN1pKkXiqguwmDx4vN4JIkjTlr1pKk3pqUDmYma0lSP5XXrCVJGmtes5YkSWPDmrUkqbdsBh8zVd00diTdfATT0xs6iQtAumsQSUefM0BsyBmaqqmOIj/QUdyuTchf9AHtvupRncS9d8NVncSdj83gkiRpLPSmZi1J0kxFURPSDm6yliT1lvdZS5I05iYkV3vNWpKkcWfNWpLUS4XN4JIkjbeanGQ9smbwJMuTXJrkrFGVQZKkPhhlzfp1wJXAHiMsgySpx2pCupiNpGad5CDgOcCHRnF+SVL/bb5mvdClD0bVDP5u4E1MzkhxkiTtsKEn6yTPBW6uqou3sd/qJBclucicLkmaS9XClz4YxTXrJwPHJXk2sBLYI8mpVfXSmTtV1RpgDUCyoicfpyRpmKa9Zt2Nqjq5qg6qqkOAFwHnzU7UkiQNYlJq1o5gJknSmBvpoChVdT5w/ijLIEnqp2JyejQ5gpkkqbcmZYpMm8ElSRpz1qwlSf3Uo0FNFspkLUnqpeaa9WRka5vBJUkac9asJUm9NSH9y/qTrJelm6JOTd/XSVyqwxsK0l2DyMP3+oXOYq+/95JO4iY7dRIXoGqqs9grlu/eWezp2tRN3On7O4nbRu8s8qsOeltnsd+/7vc7iRvSSVyAe+6/tpO4VRs7ibvV81ET0wzem2QtSdJsk1Kz9pq1JEljzmQtSeqt6bYpfCHLoJIsT3JpkrPa9b2TnJPk2+3jXl29T5O1JKmXCpiuWvCyHV4HXDlj/STg3Ko6FDi3Xe+EyVqSpG1IchDwHOBDMzYfD6xtn68FntfV+e1gJknqrRpeb/B3A28CZt7GsV9VrQeoqvVJ9u3q5NasJUm9Nb0IC7BPkotmLKtnniPJc4Gbq+riIbylOVmzliT10iION3prVR01z+tPBo5L8mxgJbBHklOBm5Ls39aq9wduXozCzMWatSRJ86iqk6vqoKo6BHgRcF5VvRQ4Ezix3e1E4HNdlcGatSSpp2rU81mfApye5JXAdcALujqRyVqS1FvDHm60qs4Hzm+f3wYcM4zz2gwuSdKYs2YtSeqlSZrP2mQtSeqt6nC2tnFiM7gkSWPOmrUkqaecz1qSpLHmNWtJknpg2mvWkiRpHFizliT1VFGZjJq1yVqS1EuTdM3aZnBJksZcT2rWxdT0hk4iJzt3ErfY2Encrl17x9mdxV65y8M6ibts2cpO4gJMT3f3c5yavq+z2FRXTYPdNTnuserHO4v9/nW/31nszj6T7NRN3CVmUjqY9SRZS5I0WzmCmSRJGg/WrCVJvVTAtL3BJUkab16zliRprNXEJGuvWUuSNOasWUuSeqmYnPmsh56skxwMfAx4GM0Nimuq6j3DLockqe+KaaZGXYihGEXNehPwhqq6JMnuwMVJzqmqr4+gLJIkjb2hJ+uqWg+sb5/fk+RK4EDAZC1J2i42gw9BkkOAxwIXzvHaamB1uzbMYkmSeqAo77PuWpLdgE8Dv11Vd89+varWAGuafZdPxrQqkqTtMinXrEdy61aSnWgS9cer6jOjKIMkSX0xit7gAf4KuLKq/nTY55ckLRWTM5HHKJrBnwz8d+DyJF9pt72lqv5+BGWRJPVUAdM1Gc3go+gN/m/YY0ySpIE5gpkkqadsBpckaeyVvcElSdI4sGYtSeqpyZki02QtSeolZ92SJGnsFeWtW+MjWc7OK/bsJPbyZbt0EnfDA7d1EhegalNnsbu8qe77D9zZUeTuvlkn3XXrWLZsVWexp6bu6yRuOhz49+77vtNZ7HR6t+jyTqIm3f157ir21NSGTuKqJ8lakqS5eM1akqSxVt66JUmSxoM1a0lSLxVQ1X0zeJKVwAXALjR584yqekeSvYFPAocA1wAvrKo7uiiDNWtJUk8191kv9N8Avg88vaqOAI4Ejk3yROAk4NyqOhQ4t13vhDVrSVI/FUO5dauqCri3Xd2pXQo4Hnhqu30tcD7w5i7KYM1akqRtSLK8ndb5ZuCcqroQ2K+q1gO0j/t2dX5r1pKknlq0Wbf2SXLRjPU1VbXmR87UVOGPTLIn8Nkkhy/GiQdlspYk9dIidjC7taqOGuicVXcmOR84Frgpyf5VtT7J/jS17k7YDC5J0jySPLStUZNkV+AZwDeAM4ET291OBD7XVRmsWUuSempog6LsD6xNspymknt6VZ2V5AvA6UleCVwHvKCrApisJUm9NYz7rKvqMuCxc2y/DTim8wJgM7gkSWPPmrUkqbeGUbMeByZrSVIvVTuC2SQwWUuSemtSatZes5YkacxZs5Yk9VPVUMYGHwcma0lSby3ScKNjz2ZwSZLGnDVrSVJP1cR0MOtFsq6aYuOmOzuK3tUPurtGi+XLV3UWe3p6Q2exk24+k3T4a/zTu53QWeyv3t/ZMMJUbeoobne/1+ksMiTd/Y50FXtq6t5t77SDuvr96O7v6dwWcSKPsWczuCRJY64XNWtJkuYyKR3MTNaSpJ7ymrUkSWNvUpK116wlSRpz1qwlST1VDLsH+qiYrCVJ/VQ2g3cqybFJvpnkO0lOGkUZJEnqi6HXrJMsB94HPBNYB3w5yZlV9fVhl0WS1F+Ft2516QnAd6rqKoAkfw0cD5isJUnbwVu3unQgcP2M9XXAz8zeKclqYHW7NoxySZJ6xykyuzJX5q0tNlStAdYAJMu3eF2SpEkximS9Djh4xvpBwA0jKIckqddsBu/Sl4FDkzwC+C7wIuDFIyiHJKn3TNadqKpNSV4D/COwHPhwVX1t2OWQJKkvRjIoSlX9PfD3ozi3JGmpKLAZXJKk8VZb9k9ekpzIQ5KkMWfNWpLUYzaDS5I03moymsFN1pKkniqvWUuSpPGQ6kETQpJbgGsH3H0f4NYOi9OVPpa7j2WGfpbbMg9PH8s9LmV+eFU9dFgnS/J5mve+ULdW1bGLEKczvUjW2yPJRVV11KjLsb36WO4+lhn6WW7LPDx9LHcfy6ztYzO4JEljzmQtSdKYW4rJes2oC7CD+ljuPpYZ+lluyzw8fSx3H8us7bDkrllLkrTULMWatSRJS4rJWpKkMbekknWSY5N8M8l3kpw06vJsS5KDk/xzkiuTfC3J60ZdpkElWZ7k0iRnjbosg0qyZ5Izknyj/cyfNOoybUuS17e/G1ckOS3JylGXaS5JPpzk5iRXzNi2d5Jzkny7fdxrlGWcy1bK/Uft78hlST6bZM8RFnELc5V5xmu/k6SSLMa9xxojSyZZJ1kOvA94FvCTwAlJfnK0pdqmTcAbquongCcCr+5BmTd7HXDlqAuxnd4DfL6qHg0cwZiXP8mBwG8BR1XV4cBy4EWjLdVWfRSYPajEScC5VXUocG67Pm4+ypblPgc4vKoeA3wLOHnYhdqGj7JlmUlyMPBM4LphF0jdWzLJGngC8J2quqqqNgJ/DRw/4jLNq6rWV9Ul7fN7aJLHgaMt1bYlOQh4DvChUZdlUEn2AI4G/gqgqjZW1Z0jLdRgVgC7JlkBrAJuGHF55lRVFwC3z9p8PLC2fb4WeN4wyzSIucpdVWdX1aZ29YvAQUMv2Dy28lkD/BnwJpiQwbInzFJK1gcC189YX0cPEt9mSQ4BHgtcOOKiDOLdNH8U+jQ33SOBW4CPtM33H0ryoFEXaj5V9V3gj2lqSuuBu6rq7NGWarvsV1XrofliCuw74vLsiFcA/zDqQmxLkuOA71bVV0ddFnVjKSXrzLGtF98wk+wGfBr47aq6e9TlmU+S5wI3V9XFoy7LdloBPA54f1U9Fvge49ks+wPtNd7jgUcABwAPSvLS0ZZqciR5K82lqo+PuizzSbIKeCvw9lGXRd1ZSsl6HXDwjPWDGNMmw5mS7ESTqD9eVZ8ZdXkG8GTguCTX0FxqeHqSU0dbpIGsA9ZV1eaWizNokvc4ewZwdVXdUlUPAJ8BfnbEZdoeNyXZH6B9vHnE5RlYkhOB5wIvqfEfjOJRNF/ovtr+vzwIuCTJw0ZaKi2qpZSsvwwcmuQRSXam6Yhz5ojLNK8kobmGemVV/emoyzOIqjq5qg6qqkNoPuPzqmrsa3tVdSNwfZLD2k3HAF8fYZEGcR3wxCSr2t+VYxjzTnGznAmc2D4/EfjcCMsysCTHAm8Gjquq+0Zdnm2pqsurat+qOqT9f7kOeFz7O68lYskk67ZDyGuAf6T5g3Z6VX1ttKXapicD/52mdvqVdnn2qAu1hL0W+HiSy4Ajgd8fbXHm17YCnAFcAlxO8/91LIeVTHIa8AXgsCTrkrwSOAV4ZpJv0/RSPmWUZZzLVsr9F8DuwDnt/8kPjLSQs2ylzFriHG5UkqQxt2Rq1pIkLVUma0mSxpzJWpKkMWeyliRpzJmsJUkacyZraQGS7JfkE0muSnJxki8kef5W9j0gyRlbee38JEfN2ra8jXn0jG1nJ3nB4r4LSePOZC3toHagkr8BLqiqR1bVT9MMFLPFxA9JVlTVDVX1K4PGr6op4DeB9yXZKckJzeb61OK8A0l9sWLUBZB67OnAxqr6waAZVXUt8F6AJC+nmZ1sJc243q8Azqqqw5PsCnyEZjrXK4Fd5zpBVV2Y5D+AdwIvphlcRNKEMVlLO+6naEYXm8+TgMdU1e3tzGqbvQq4r6oek+Qx24hzMs2Mcu+uqu8spMCS+slmcGmRJHlfkq8m+fKMzedU1VxzDx8NnApQVZcBl80T+mjgLuDwRSuspF4xWUs77mvMmLmrql5NM9nGQ2fs8715jt/mWL/tnNt/SNPk/lDHjpcmk8la2nHnASuTvGrGtlUDHnsB8BKAJIcDj9nKfm+nmZTmGzSdzf4sycodLK+knjJZSzuonef4ecBTklyd5EvAWprpFbfl/cBu7QxgbwK+NHuHJD8JPB/4vfZ8X6GZVW6Q+JKWEGfdkiRpzFmzliRpzJmsJUkacyZrSZLGnMlakqQxZ7KWJGnMmawlSRpzJmtJksbc/w/71X/KcjdO5AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = fits.getdata(\"/mnt/7b21f1e1-eb25-4cd5-bdb5-06d7d82fa253/Temp/force_photmetry/images/biasdark/my_master_dark_300.fits\")\n",
    "\n",
    "analyzer = BiasImageAnalyzer(data)\n",
    "analyzer.compute_mean_std_maps()\n",
    "analyzer.plot_mean_map()\n",
    "analyzer.plot_std_map()\n",
    "analyzer.plot_profile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "773f1cfe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = fits.getdata(\"/mnt/7b21f1e1-eb25-4cd5-bdb5-06d7d82fa253/Temp/force_photmetry/images/biasdark/my_master_dark_300.fits\",clip_sigma=3.0)\n",
    "\n",
    "analyzer = BiasImageAnalyzer(data)\n",
    "analyzer.compute_mean_std_maps()\n",
    "analyzer.plot_mean_map()\n",
    "analyzer.plot_std_map()\n",
    "analyzer.plot_profile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cf830cb5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e6f4534f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fd776685",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
